The distribution of the pathogenic nematode Nematodirus battus in lambs is zero-inflated

Understanding the frequency distribution of parasites and parasite stages among hosts is essential for efficient experimental design and statistical analysis, and is also required for the development of sustainable methods of controlling infection. Nematodirus battus is one of the most important org...

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Veröffentlicht in:Parasitology 2008-09, Vol.135 (10), p.1225-1235
Hauptverfasser: DENWOOD, M. J., STEAR, M. J., MATTHEWS, L., REID, S. W. J., TOFT, N., INNOCENT, G. T.
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container_end_page 1235
container_issue 10
container_start_page 1225
container_title Parasitology
container_volume 135
creator DENWOOD, M. J.
STEAR, M. J.
MATTHEWS, L.
REID, S. W. J.
TOFT, N.
INNOCENT, G. T.
description Understanding the frequency distribution of parasites and parasite stages among hosts is essential for efficient experimental design and statistical analysis, and is also required for the development of sustainable methods of controlling infection. Nematodirus battus is one of the most important organisms that infect sheep but the distribution of parasites among hosts is unknown. An initial analysis indicated a high frequency of animals without N. battus and with zero egg counts, suggesting the possibility of a zero-inflated distribution. We developed a Bayesian analysis using Markov chain Monte Carlo methods to estimate the parameters of the zero-inflated negative binomial distribution. The analysis of 3000 simulated data sets indicated that this method out-performed the maximum likelihood procedure. Application of this technique to faecal egg counts from lambs in a commercial upland flock indicated that N. battus counts were indeed zero-inflated. Estimating the extent of zero-inflation is important for effective statistical analysis and for the accurate identification of genetically resistant animals.
doi_str_mv 10.1017/S0031182008004708
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Nematodirus battus is one of the most important organisms that infect sheep but the distribution of parasites among hosts is unknown. An initial analysis indicated a high frequency of animals without N. battus and with zero egg counts, suggesting the possibility of a zero-inflated distribution. We developed a Bayesian analysis using Markov chain Monte Carlo methods to estimate the parameters of the zero-inflated negative binomial distribution. The analysis of 3000 simulated data sets indicated that this method out-performed the maximum likelihood procedure. Application of this technique to faecal egg counts from lambs in a commercial upland flock indicated that N. battus counts were indeed zero-inflated. 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subjects Animals
Bayes Theorem
Bayesian MCMC
Biological and medical sciences
distribution
Experimental design
faecal egg count
Female
Frequency distribution
Fundamental and applied biological sciences. Psychology
General aspects
General aspects and techniques. Study of several systematic groups. Models
Invertebrates
Male
Markov Chains
Monte Carlo Method
Monte Carlo simulation
Nemathelminthia. Plathelmintha
Nematode Infections - epidemiology
Nematode Infections - veterinary
Nematodirus battus
Ovis aries
Parasite Egg Count - veterinary
Parasites
Scotland
Sheep - parasitology
Sheep Diseases - epidemiology
Sheep Diseases - parasitology
Statistical analysis
Sustainable development
Zero-inflated negative binomial
title The distribution of the pathogenic nematode Nematodirus battus in lambs is zero-inflated
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